{"id":"W2978402515","doi":"10.1002/cncy.22130","title":"Using simulation to teach patient‐centered ultrasound‐guided FNA skills","year":2019,"lang":"en","type":"article","venue":"Cancer Cytopathology","topic":"Radiology practices and education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Simplicity; Supine position; Lying; Medical physics; Medical education; Radiology; Surgery; Epistemology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001351498,0.0001235528,0.0002707359,0.000121958,0.00005589261,0.00001078613,0.00006205541,0.0001362419,0.0006189946],"category_scores_gemma":[0.0002566993,0.0001147943,0.00005259095,0.0001555384,0.00003430402,0.0001227746,0.0000226145,0.0001648594,0.0002190793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002573253,"about_ca_system_score_gemma":0.0001357086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005885932,"about_ca_topic_score_gemma":0.00000539065,"domain_scores_codex":[0.9989444,0.0000969809,0.0002498123,0.000338436,0.00009643835,0.0002739105],"domain_scores_gemma":[0.999186,0.0001270867,0.0001322957,0.0003177634,0.0001255266,0.0001113261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002619771,0.000202095,0.7631819,0.00004644713,0.00003905822,0.00002764972,0.003644136,0.01660395,0.206493,0.00004912013,0.002202592,0.007248002],"study_design_scores_gemma":[0.003795756,0.00150572,0.863165,0.0002561152,0.0004019706,0.002198967,0.001796753,0.007212672,0.01061051,0.0001860721,0.1081826,0.0006879136],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944287,0.000257189,0.0006175697,0.0009823109,0.001897154,0.0005389826,0.000007369495,0.00004197157,0.001228733],"genre_scores_gemma":[0.9930899,0.00003515092,0.002021414,0.003639163,0.0003426933,0.000025943,0.00003572768,0.00002234027,0.0007876355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1958825,"threshold_uncertainty_score":0.6777558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05248284353121836,"score_gpt":0.3987118023984096,"score_spread":0.3462289588671913,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}